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Evidence Threshold Table

Template — instantiates Function-Without-Intent Caution

Defines what evidence is required for claims such as "intended," "designed for," "repurposed," "emergent," "negligently maintained," or "functionally beneficial."

Version
v1 · 2026-08-24 · History
Mechanism #
3306
Type
Template
Form family
Rule, Policy & Commitment
Solution family
Constraints & Guardrails
Problem family
Uncertainty, Evidence & Inference Failure
Problem subfamily
Causal, Counterfactual & Attribution Validity
Origin domain
Law & Governance
Also from
Philosophy
Instantiates
Function-Without-Intent Caution

Evidence Threshold Table is a reusable rubric that fixes, in advance and independent of any single case, how much and what kind of evidence a claim needs before its attribution word may be used. Its rows are the attribution terms — intended, designed for, repurposed, emergent, negligently maintained, functionally beneficial — and its columns specify the evidentiary bar each one must clear: what would count as sufficient proof, what is merely suggestive, and what is disqualifying. Its defining move is that it is a standing standard, not a per-case judgment: it pre-commits a team to consistent bars so that "intended" always means the same evidentiary thing whether the case is sympathetic or infuriating, removing the temptation to lower the bar for a claim one wants to make.

Example

A city is convulsed by a fight over Confederate monuments: one side says each was "erected to intimidate," the other that each was "put up to commemorate." Before litigating any single statue, a heritage commission adopts an Evidence Threshold Table so that the argument turns on evidence rather than rhetoric. The intent evidence check rows fix the bars: to write "intended to intimidate," the table requires contemporaneous evidence of intimidatory purpose — dedication speeches, sponsoring-body records, timing that coincides with a documented campaign of suppression; mere present-day intimidating effect is marked suggestive, not sufficient. To write "repurposed as a rallying symbol," it requires evidence of a later community adopting it for that role. The attribution boundary rows keep the words from bleeding: "emergent" and "intended" have mutually exclusive evidence signatures, so a monument cannot be labeled both. Now each statue is assessed against the same fixed bars, and the commission's verdicts — this one clears "intended," that one only "functionally intimidating today" — are consistent and defensible rather than ad hoc.

How it works

  • Enumerate the claim vocabulary. List every attribution word the domain uses and treat each as a row demanding its own bar.
  • Specify sufficiency per term. For each, write what evidence would be sufficient, what is only suggestive, and what is disqualifying — before any case is in view.
  • Encode mutual exclusions. Where two terms cannot both be true (e.g., "emergent" vs. "intended"), record the boundary so a case cannot claim both.
  • Publish and freeze. Set the bars as a standing reference so individual cases are measured against them, not against the advocate's enthusiasm.

Tuning parameters

  • Bar height — how demanding the sufficiency standard is per term. Higher curbs overclaiming but leaves more cases at "unproven"; lower is decisive but risks license.
  • Stakes-scaled tiers — whether the same term carries a heavier bar in high-consequence contexts (legal, safety) than in low. Tiering matches rigor to consequence.
  • Term granularity — how finely the vocabulary is split (one "intended" row, or separate "originally intended" and "knowingly maintained"). Finer prevents conflation; coarser is simpler to apply.
  • Disqualifier strictness — how much weight a single disqualifying fact carries. Strict prevents cherry-picking; too strict lets one anomaly veto a well-supported claim.

When it helps, and when it misleads

Its strength is consistency and pre-commitment: because the bars are set before the case, they resist the pressure to lower the standard for a claim one is eager to make, and they make every verdict auditable against a fixed rule — the attribution analogue of graduated standards of proof.[n1] Its failure mode is that a table is only as good as its bars: set them too high and every claim stalls at "unproven," effectively excusing knowing harm; set them too low and it rubber-stamps overreach. The classic misuse is gaming the rows — quietly setting an unreachable bar for a claim one wants to avoid ("intent can never really be proven"). The guarding discipline is to fix the bars behind a veil of ignorance about which side they will favor, and to leave the per-case separating and rewriting to Attribution Check, which consumes this table rather than duplicating it.

How it implements the components

  • intent_evidence_check — it specifies, per attribution term, exactly what evidence of intent, design, or maintenance is sufficient, suggestive, or disqualifying.
  • attribution_boundary — it encodes the mutually-exclusive evidence signatures that keep terms like "emergent" and "intended" from being claimed at once.

It does NOT walk a single case through the six separated claims or rewrite that case's explanation (explanation_update) — that's Attribution Check; the table sets the standing bars, the checklist applies them to one situation.

Editorial Notes

Form Classification

Form family: Rule, Policy & Commitment

Rationale: Evidence Threshold Table operates as a standing rule, threshold, contractual commitment, or policy constraint governing future conduct because it defines what evidence is required for claims such as “intended,” “designed for,” “repurposed,” “emergent,” “negligently maintained,” or “functionally beneficial.”.

Independent corroboration: The frozen evidence defines Evidence Threshold Table as 'Defines what evidence is required for claims such as 'intended,' 'designed for,' 'repurposed,' 'emergent,' 'negligently maintained,' or 'functionally beneficial.'', so its operative form is Rule, Policy & Commitment.

Nearest alternative: Representation, Specification & Plan — The table is a standing reference, but its sufficiency, exclusion, and mutual-exclusion bars constrain all future attribution decisions.

Review outcome: Independent reviewer agreement; medium confidence.

Origin Attribution

Primary origin: Law & Governance

Origin pattern: Single lineage

Present-day reach: Multi-domain

Rationale: Law formalized graduated standards of proof that set different evidentiary thresholds for claims according to their stakes and consequences.

Related originating lineages:

  • Philosophy — Distinguishing intended, designed, repurposed, emergent, and beneficial function arises from philosophical analysis of function and intentionality. Philosophy of action and function materially shaped the conceptual distinctions among intent, purpose, emergence, and benefit.

Review resolution: Federal jury instructions explicitly order preponderance, clear-and-convincing, and beyond-reasonable-doubt thresholds. The mechanism generalizes that legal structure to attribution vocabulary.

Encyclopedia synthesis: The exact catalogued form synthesizes established practice rather than reproducing a single standard historical label.

Review outcome: Researched adjudication after independent review; high confidence.

Sources consulted:

Notes

The table is upstream infrastructure: Intent Audit and Attribution Check both consume its bars. Keeping the standard separate from the case is exactly what lets it stay honest — a team can improve or contest a bar without re-arguing the verdict it produced.

[n1] Legal systems use graduated standards of proof — preponderance of the evidence, clear and convincing evidence, beyond a reasonable doubt — that scale the required certainty to the stakes of the claim. An evidence threshold table is the same idea applied to attribution vocabulary: different words demand different bars.